Acta Agriculturae Zhejiangensis ›› 2025, Vol. 37 ›› Issue (12): 2625-2641.DOI: 10.3969/j.issn.1004-1524.20250069
• Agricultural Economy and Development • Previous Articles Next Articles
CHANG Jie(
), XIE Lei, LIN Zhengyu, GUO Yaohui, DU Xingduan, LIU Zongmin*(
)
Received:2025-01-21
Online:2025-12-25
Published:2026-01-09
CLC Number:
CHANG Jie, XIE Lei, LIN Zhengyu, GUO Yaohui, DU Xingduan, LIU Zongmin. Spatio-temporal evolution characteristics of scientific and technological innovation of Zanthoxylum bungeanum industry in Sichuan Province of China[J]. Acta Agriculturae Zhejiangensis, 2025, 37(12): 2625-2641.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.20250069
| 指标 Index | 网络规模 Network scale | 网络关系数 Number of network relationships | 平均路径长度 Average path length | 平均聚类系数 Average clustering coefficient |
|---|---|---|---|---|
| 现实网络Reality Network | 150 | 108 | 2.583 | 0.330 |
| 随机网络Random network | 150 | 108 | 7.596 | 0.010 |
Table 1 Innovation cooperation network and random network of Zanthoxylum bungeanum industry in Sichuan Province
| 指标 Index | 网络规模 Network scale | 网络关系数 Number of network relationships | 平均路径长度 Average path length | 平均聚类系数 Average clustering coefficient |
|---|---|---|---|---|
| 现实网络Reality Network | 150 | 108 | 2.583 | 0.330 |
| 随机网络Random network | 150 | 108 | 7.596 | 0.010 |
Fig.3 Topology of innovation cooperation network of Zanthoxylum bungeanum industry in Sichuan Province The letters A, B, C, and J in the code represent the four types of institutions: enterprises, scientific research institutes, colleges and universities, and other organizations and groups. The number in the code indicates the institution number. The width of the line indicates the strength of the cooperation. The same as below.
| 主体 Subject | 阶段 Stage | 中心性 Centrality | 总数 Total | 最大值 Maximum | 最小值 Minimum | 中位数 Median | 平均值 Mean | 标准差 Standard deviation | 变异系数 Coefficient of variation |
|---|---|---|---|---|---|---|---|---|---|
| 机构 | 1991—2009 | CD | 222 | 22 | 1 | 4 | 5.550 | 4.555 | 0.821 |
| Institution | CW | 345 | 30 | 1 | 4 | 8.625 | 8.203 | 0.951 | |
| 2010—2022 | CD | 5 404 | 112 | 1 | 5 | 7.676 | 9.181 | 1.196 | |
| CW | 11 587 | 461 | 1 | 6 | 16.459 | 34.025 | 2.067 | ||
| 产业Industry | 1991—2009 | CD | 222 | 26 | 1 | 2 | 2.96 | 3.835 | 1.296 |
| CW | 345 | 46 | 1 | 2 | 4.6 | 6.673 | 1.451 | ||
| 2010—2022 | CD | 5 404 | 468 | 1 | 4.5 | 18.013 | 41.767 | 2.319 | |
| CW | 11 587 | 1 572 | 1 | 8 | 38.623 | 123.206 | 3.190 |
Table 2 The institutional and industry centrality of technology transfer network of Zanthoxylum bungeanum industry in Sichuan Province from 1991 to 2022
| 主体 Subject | 阶段 Stage | 中心性 Centrality | 总数 Total | 最大值 Maximum | 最小值 Minimum | 中位数 Median | 平均值 Mean | 标准差 Standard deviation | 变异系数 Coefficient of variation |
|---|---|---|---|---|---|---|---|---|---|
| 机构 | 1991—2009 | CD | 222 | 22 | 1 | 4 | 5.550 | 4.555 | 0.821 |
| Institution | CW | 345 | 30 | 1 | 4 | 8.625 | 8.203 | 0.951 | |
| 2010—2022 | CD | 5 404 | 112 | 1 | 5 | 7.676 | 9.181 | 1.196 | |
| CW | 11 587 | 461 | 1 | 6 | 16.459 | 34.025 | 2.067 | ||
| 产业Industry | 1991—2009 | CD | 222 | 26 | 1 | 2 | 2.96 | 3.835 | 1.296 |
| CW | 345 | 46 | 1 | 2 | 4.6 | 6.673 | 1.451 | ||
| 2010—2022 | CD | 5 404 | 468 | 1 | 4.5 | 18.013 | 41.767 | 2.319 | |
| CW | 11 587 | 1 572 | 1 | 8 | 38.623 | 123.206 | 3.190 |
| 上游Upstream | 下游Downstream | |||
|---|---|---|---|---|
| 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 细分行业 Sub-industry | 比重 Ratio/% |
| 专用设备修理 Repair of special equipment(C4330) | 5.68 | 农副食品加工业 Agricultural and sideline food processing industry(C13) | 谷物磨制Grain milling (C1311、C1312、C1313、C1314、C1319) | 12.16 |
| 植物油加工Vegetable oil processing(C1331、C1332) | 3.24 | |||
| 肉制品与副产品加工 Processing of meat products and by-products(C1353) | 12.43 | |||
| 水产品加工Aquatic product processing(C1363) | 1.62 | |||
| 淀粉与豆制品制造 Manufacture of starch and soy products(C1391) | 1.35 | |||
| 食品制造业 Food manufacturing industry(C14) | 肉、禽类罐头制造 Manufacture of canned meat and poultry(C1451) | 7.03 | ||
| 营养食品制造Manufacture of nutritious foods(C1491) | 6.76 | |||
| 石油、煤炭及其他燃料加工业 Petroleum, coal and other fuel processing industries (C25) | 生物质液体燃料加工 Biomass liquid fuel processing(C2541) | 1.35 | ||
| 化学原料和化学制品制造业 Manufacturing industry of chemical raw materials and chemical products (C26) | 香料、香精制造 Manufacture of spices and flavors(C2684) | 1.35 | ||
| 医药制造业 Pharmaceutical manufacturing industry (C27) | 中药饮片加工 Processing of traditional Chinese medicine decoction pieces(C2730) | 5.68 | ||
| 中成药生产 Production of proprietary Chinese medicines(C2740) | 4.05 | |||
| 兽用药品制造Manufacture of veterinary drugs(C2750) | 2.97 | |||
| 橡胶和塑料制品业 Rubber and plastic products industry(C29) | 塑料包装箱与容器制造 Manufacture of plastic boxes and containers(C2976) | 1.35 | ||
| 非金属矿物制造业 Non-metallic mineral manufacturing industry (C30) | 玻璃包装容器与材料制造 Manufacture of glass packaging containers and materials(C3055) | 1.35 | ||
| 金属制品业 Metal products industry(C33) | 金属包装容器与材料制造 Manufacture of metal packaging containers and materials(C3333) | 1.35 | ||
| 搪瓷日用品与其他制品制造 Manufacture of enamel daily necessities and other products(C3379) | 1.35 | |||
| 通用设备制造业 General equipment manufacturing industry (C35) | 气液体分离与纯净设备制造 Manufacture of gas-liquid separation and purification equipment (C3463) | 1.35 | ||
Table 3 The technology innovation chain of Zanthoxylum bungeanum industry in Sichuan Province from 1991 to 2009
| 上游Upstream | 下游Downstream | |||
|---|---|---|---|---|
| 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 细分行业 Sub-industry | 比重 Ratio/% |
| 专用设备修理 Repair of special equipment(C4330) | 5.68 | 农副食品加工业 Agricultural and sideline food processing industry(C13) | 谷物磨制Grain milling (C1311、C1312、C1313、C1314、C1319) | 12.16 |
| 植物油加工Vegetable oil processing(C1331、C1332) | 3.24 | |||
| 肉制品与副产品加工 Processing of meat products and by-products(C1353) | 12.43 | |||
| 水产品加工Aquatic product processing(C1363) | 1.62 | |||
| 淀粉与豆制品制造 Manufacture of starch and soy products(C1391) | 1.35 | |||
| 食品制造业 Food manufacturing industry(C14) | 肉、禽类罐头制造 Manufacture of canned meat and poultry(C1451) | 7.03 | ||
| 营养食品制造Manufacture of nutritious foods(C1491) | 6.76 | |||
| 石油、煤炭及其他燃料加工业 Petroleum, coal and other fuel processing industries (C25) | 生物质液体燃料加工 Biomass liquid fuel processing(C2541) | 1.35 | ||
| 化学原料和化学制品制造业 Manufacturing industry of chemical raw materials and chemical products (C26) | 香料、香精制造 Manufacture of spices and flavors(C2684) | 1.35 | ||
| 医药制造业 Pharmaceutical manufacturing industry (C27) | 中药饮片加工 Processing of traditional Chinese medicine decoction pieces(C2730) | 5.68 | ||
| 中成药生产 Production of proprietary Chinese medicines(C2740) | 4.05 | |||
| 兽用药品制造Manufacture of veterinary drugs(C2750) | 2.97 | |||
| 橡胶和塑料制品业 Rubber and plastic products industry(C29) | 塑料包装箱与容器制造 Manufacture of plastic boxes and containers(C2976) | 1.35 | ||
| 非金属矿物制造业 Non-metallic mineral manufacturing industry (C30) | 玻璃包装容器与材料制造 Manufacture of glass packaging containers and materials(C3055) | 1.35 | ||
| 金属制品业 Metal products industry(C33) | 金属包装容器与材料制造 Manufacture of metal packaging containers and materials(C3333) | 1.35 | ||
| 搪瓷日用品与其他制品制造 Manufacture of enamel daily necessities and other products(C3379) | 1.35 | |||
| 通用设备制造业 General equipment manufacturing industry (C35) | 气液体分离与纯净设备制造 Manufacture of gas-liquid separation and purification equipment (C3463) | 1.35 | ||
Fig.4 Technological innovation network topology of Zanthoxylum bungeanum industry in Sichuan Province from 1999 to 2009 The white solid circle represents the institution, the gray solid circle represents the national economic industry category, the size of the circle represents the degree of centrality, and the width of the line represents the strength of the association.
| 上游Upstream | 中游Midstream | 下游Downstream | |||||
|---|---|---|---|---|---|---|---|
| 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 细分行业 Sub-industry | 比重 Ratio/% | |
| 专用设备修理 Repair of special equipment(C4330) | 13.57 | 种子种苗培育 Seed and seedling cultivation(A0511) | 0.70 | 农副食品加工业 Agricultural and sideline food processing industry(C13) | 谷物磨制 Grain milling(C1311, C1312, C1313, C1314, C1319) | 4.66 | |
| 植物油加工 Vegetable oil processing(C1331, C1332) | 1.82 | ||||||
| 肉制品与副产品加工 Processing of meat products and by-products(C1353) | 4.13 | ||||||
| 水产品加工Aquatic product processing(C1363) | 5.20 | ||||||
| 蔬菜和食用菌加工 Vegetable and edible mushroom processing (C1371、C1372) | 3.36 | ||||||
| 淀粉与豆制品制造 Manufacture of starch and soy products(C1391) | 1.48 | ||||||
| 食品制造业 Food manufacturing industry (C14) | 方便食品制造 Manufacture of convenience food (C1432, C1433, C1439) | 1.48 | |||||
| 罐头食品制造 Manufacture of canned food (C1451, C1452, C1459) | 4.89 | ||||||
| 调味品、发酵制品制造 Manufacture of condiments and fermented products(C1469) | 5.58 | ||||||
| 其他食品制造 Manufacture of other food (C1491, C1495) | 7.65 | ||||||
| 机械化农业与园艺 机具制造 Mechanized agricultural and horticultural machinery manufacturing (C3572) | 1.61% | 花椒种植 Zanthoxylum bungeanum planting (A0163) | 0.42 | 造纸和纸制品业 Paper and paper products industry (C22) | 纸和纸板容器制造 Manufacture of paper and cardboard containers(C2231) | 0.36 | |
| 石油、煤炭及其他燃料加工业 Petroleum, coal and other fuel processing industries (C25) | 生物质液体燃料加工 Biomass liquid fuel processing(C2541) | 0.57 | |||||
| 化学原料和化学制品制造业 Manufacture of chemical raw materials and chemical products(C26) | 生物化学农药与微生物农药制造 Manufacture of biochemical pesticides and microbial pesticides (C2632) | 0.35 | |||||
| 香料、香精制造 Manufacture of spices and flavors(C2684) | 1.08 | ||||||
| 医药制造业 Pharmaceutical manufacturing industry (C27) | 中药饮片加工 Processing of traditional Chinese medicine decoction pieces(C2730) | 1.19 | |||||
| 中成药生产 Production of proprietary Chinese medicines(C2740) | 1.38 | ||||||
| 兽用药品制造 Manufacture of veterinary drugs(C2750) | 1.29 | ||||||
| 橡胶和塑料制品业 Rubber and plastic products industry(C29) | 塑料包装箱与容器制造 Manufacture of plastic boxes and containers(C2926) | 0.71 | |||||
| 金属制品业 Metal products industry (C33) | 金属包装容器与材料制造 Manufacture of metal packaging containers and materials(C3333) | 0.44 | |||||
| 专用设备制造业 Special equipment manufacturing industry(C35) | 食品、酒、饮料与茶生产专用设备制造 Manufacture of special equipment for the production of food, wine, beverages and tea(C3531) | 6.65 | |||||
| 农副食品加工专用设备制造 Manufacture of special equipment for agricultural and sideline food processing (C3532) | 3.24 | ||||||
| 其他农林牧渔业机械制造 Other agriculture, forestry, animal husbandry and fishery machinery manufacturing(C3579) | 0.34 | ||||||
| 仪器仪表制造业 Instrument and meter manufacturing industry (C40) | 其他仪器仪表制造业 Other instrument manufacturing(A4090) | 1.89 | |||||
| 农业种植 Agricultural planting(A01) | 水果种植 Fruit planting (A0159) | 0.60 | |||||
| 其他农业种植 Other agricultural planting (A0190) | 0.44 | ||||||
Table 4 Technology innovation chain of Zanthoxylum bungeanum industry in Sichuan Province from 2010 to 2022
| 上游Upstream | 中游Midstream | 下游Downstream | |||||
|---|---|---|---|---|---|---|---|
| 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 比重 Ratio/% | 主行业 Main industry | 细分行业 Sub-industry | 比重 Ratio/% | |
| 专用设备修理 Repair of special equipment(C4330) | 13.57 | 种子种苗培育 Seed and seedling cultivation(A0511) | 0.70 | 农副食品加工业 Agricultural and sideline food processing industry(C13) | 谷物磨制 Grain milling(C1311, C1312, C1313, C1314, C1319) | 4.66 | |
| 植物油加工 Vegetable oil processing(C1331, C1332) | 1.82 | ||||||
| 肉制品与副产品加工 Processing of meat products and by-products(C1353) | 4.13 | ||||||
| 水产品加工Aquatic product processing(C1363) | 5.20 | ||||||
| 蔬菜和食用菌加工 Vegetable and edible mushroom processing (C1371、C1372) | 3.36 | ||||||
| 淀粉与豆制品制造 Manufacture of starch and soy products(C1391) | 1.48 | ||||||
| 食品制造业 Food manufacturing industry (C14) | 方便食品制造 Manufacture of convenience food (C1432, C1433, C1439) | 1.48 | |||||
| 罐头食品制造 Manufacture of canned food (C1451, C1452, C1459) | 4.89 | ||||||
| 调味品、发酵制品制造 Manufacture of condiments and fermented products(C1469) | 5.58 | ||||||
| 其他食品制造 Manufacture of other food (C1491, C1495) | 7.65 | ||||||
| 机械化农业与园艺 机具制造 Mechanized agricultural and horticultural machinery manufacturing (C3572) | 1.61% | 花椒种植 Zanthoxylum bungeanum planting (A0163) | 0.42 | 造纸和纸制品业 Paper and paper products industry (C22) | 纸和纸板容器制造 Manufacture of paper and cardboard containers(C2231) | 0.36 | |
| 石油、煤炭及其他燃料加工业 Petroleum, coal and other fuel processing industries (C25) | 生物质液体燃料加工 Biomass liquid fuel processing(C2541) | 0.57 | |||||
| 化学原料和化学制品制造业 Manufacture of chemical raw materials and chemical products(C26) | 生物化学农药与微生物农药制造 Manufacture of biochemical pesticides and microbial pesticides (C2632) | 0.35 | |||||
| 香料、香精制造 Manufacture of spices and flavors(C2684) | 1.08 | ||||||
| 医药制造业 Pharmaceutical manufacturing industry (C27) | 中药饮片加工 Processing of traditional Chinese medicine decoction pieces(C2730) | 1.19 | |||||
| 中成药生产 Production of proprietary Chinese medicines(C2740) | 1.38 | ||||||
| 兽用药品制造 Manufacture of veterinary drugs(C2750) | 1.29 | ||||||
| 橡胶和塑料制品业 Rubber and plastic products industry(C29) | 塑料包装箱与容器制造 Manufacture of plastic boxes and containers(C2926) | 0.71 | |||||
| 金属制品业 Metal products industry (C33) | 金属包装容器与材料制造 Manufacture of metal packaging containers and materials(C3333) | 0.44 | |||||
| 专用设备制造业 Special equipment manufacturing industry(C35) | 食品、酒、饮料与茶生产专用设备制造 Manufacture of special equipment for the production of food, wine, beverages and tea(C3531) | 6.65 | |||||
| 农副食品加工专用设备制造 Manufacture of special equipment for agricultural and sideline food processing (C3532) | 3.24 | ||||||
| 其他农林牧渔业机械制造 Other agriculture, forestry, animal husbandry and fishery machinery manufacturing(C3579) | 0.34 | ||||||
| 仪器仪表制造业 Instrument and meter manufacturing industry (C40) | 其他仪器仪表制造业 Other instrument manufacturing(A4090) | 1.89 | |||||
| 农业种植 Agricultural planting(A01) | 水果种植 Fruit planting (A0159) | 0.60 | |||||
| 其他农业种植 Other agricultural planting (A0190) | 0.44 | ||||||
Fig.5 Technological innovation network topology of Zanthoxylum bungeanum industry in Sichuan Province from 2010 to 2022 The white solid circle represents the institution, the gray solid circle represents the national economic industry category, the size of the circle represents the degree of centrality, and the width of the line represents the strength of the association.
| 市(州) City and prefecture | 专利数量Number of patents | ||
|---|---|---|---|
| 1991—2009 | 2010—2022 | 合计Total | |
| 成都Chengdu | 136 | 1 514 | 1 650 |
| 雅安Ya’an | 14 | 189 | 203 |
| 绵阳Mianyang | 13 | 153 | 166 |
| 眉山Meishan | 9 | 148 | 157 |
| 宜宾Yibin | 4 | 161 | 165 |
| 凉山Liangshan | 5 | 101 | 106 |
| 自贡Zigong | 12 | 99 | 111 |
| 德阳Deyang | 16 | 84 | 100 |
| 达州Dazhou | 2 | 98 | 100 |
| 南充Nanchong | 11 | 86 | 97 |
| 遂宁Suining | 7 | 83 | 90 |
| 泸州Luzhou | 4 | 82 | 86 |
| 巴中Bazhong | 1 | 47 | 48 |
| 资阳Ziyang | 3 | 60 | 63 |
| 广安Guang’an | 2 | 53 | 55 |
| 攀枝花Panzhihua | 4 | 48 | 52 |
| 广元Guangyuan | 6 | 33 | 39 |
| 乐山Leshan | 6 | 33 | 39 |
| 内江Neijaing | 6 | 31 | 37 |
| 阿坝Aba | 2 | 30 | 32 |
| 甘孜Ganzi | 1 | 14 | 15 |
Table 5 Number of patents for Zanthoxylum bungeanum industry in 21 cities and prefectures of Sichuan Province from 1991 to 2022
| 市(州) City and prefecture | 专利数量Number of patents | ||
|---|---|---|---|
| 1991—2009 | 2010—2022 | 合计Total | |
| 成都Chengdu | 136 | 1 514 | 1 650 |
| 雅安Ya’an | 14 | 189 | 203 |
| 绵阳Mianyang | 13 | 153 | 166 |
| 眉山Meishan | 9 | 148 | 157 |
| 宜宾Yibin | 4 | 161 | 165 |
| 凉山Liangshan | 5 | 101 | 106 |
| 自贡Zigong | 12 | 99 | 111 |
| 德阳Deyang | 16 | 84 | 100 |
| 达州Dazhou | 2 | 98 | 100 |
| 南充Nanchong | 11 | 86 | 97 |
| 遂宁Suining | 7 | 83 | 90 |
| 泸州Luzhou | 4 | 82 | 86 |
| 巴中Bazhong | 1 | 47 | 48 |
| 资阳Ziyang | 3 | 60 | 63 |
| 广安Guang’an | 2 | 53 | 55 |
| 攀枝花Panzhihua | 4 | 48 | 52 |
| 广元Guangyuan | 6 | 33 | 39 |
| 乐山Leshan | 6 | 33 | 39 |
| 内江Neijaing | 6 | 31 | 37 |
| 阿坝Aba | 2 | 30 | 32 |
| 甘孜Ganzi | 1 | 14 | 15 |
| 市(州) City and prefecture | 产业类型Type of industry | |
|---|---|---|
| 1991—2009 | 2010—2022 | |
| 成都Chengdu | C4330(70)、C2740(37)、C2730(35)、C2750(35)、C1495(30)、C1362(28)、C1469(28)、C1491(19)、C2684(19)、C1451(16)、C1353(16) | C4330(952)、C3531(496)、C1469(490)、C1495(332)、C1362(293)、C1491(259)、C1353(209)、C1451(201)、C3532(171)、C2740(157) |
| 雅安Ya’an | C4330(5)、C1491(5)、C2684(4)、C1371(3)、C1432(3)、C1433(3)、C1439(3)、C1453(3)、C2541(3)、C3532(3) | C3515(87)、C4024(45)、C3024(38)、C4014(36)、C4210(33)、C4350(28)、C4360(28)、C4390(28)、C4330(27)、C4320(27) |
| 绵阳Mianyang | C4330(9)、C1353(4)、C1331(4)、C1363(4)、C1311(3)、C1312(3)、C1313(3)、C1332(3)、C1391(3)、C1469(2)、C1495(2)、C4310(2)、C1362(2) | C4330(82)、C1353(37)、C3531(34)、C1491(31)、C1451(26)、C3532(23)、C3572(19)、C1363(19)、C1331(191)、C3499(16) |
Table 6 Top 10 industries types in number of patents in Chengdu, Ya’an, and Mianyang from 1991 to 2022
| 市(州) City and prefecture | 产业类型Type of industry | |
|---|---|---|
| 1991—2009 | 2010—2022 | |
| 成都Chengdu | C4330(70)、C2740(37)、C2730(35)、C2750(35)、C1495(30)、C1362(28)、C1469(28)、C1491(19)、C2684(19)、C1451(16)、C1353(16) | C4330(952)、C3531(496)、C1469(490)、C1495(332)、C1362(293)、C1491(259)、C1353(209)、C1451(201)、C3532(171)、C2740(157) |
| 雅安Ya’an | C4330(5)、C1491(5)、C2684(4)、C1371(3)、C1432(3)、C1433(3)、C1439(3)、C1453(3)、C2541(3)、C3532(3) | C3515(87)、C4024(45)、C3024(38)、C4014(36)、C4210(33)、C4350(28)、C4360(28)、C4390(28)、C4330(27)、C4320(27) |
| 绵阳Mianyang | C4330(9)、C1353(4)、C1331(4)、C1363(4)、C1311(3)、C1312(3)、C1313(3)、C1332(3)、C1391(3)、C1469(2)、C1495(2)、C4310(2)、C1362(2) | C4330(82)、C1353(37)、C3531(34)、C1491(31)、C1451(26)、C3532(23)、C3572(19)、C1363(19)、C1331(191)、C3499(16) |
| 市(州) City and prefecture | 均值Mean | 中位数Median | ||||
|---|---|---|---|---|---|---|
| 1991—2009 | 2010—2022 | 趋势Trend | 1991—2009 | 2010—2022 | 趋势Trend | |
| 阿坝Aba | 7.50 | 4.47 | ↓ | 7.50 | 4.00 | ↓ |
| 巴中Bazhong | 4.00 | 5.00 | ↑ | 4.00 | 4.00 | → |
| 成都Chengdu | 5.64 | 5.29 | ↓ | 5.00 | 5.00 | → |
| 达州Dazhou | 7.00 | 5.29 | ↓ | 7.00 | 5.00 | ↓ |
| 德阳Deyang | 5.25 | 5.01 | ↓ | 5.00 | 4.00 | ↓ |
| 甘孜Ganzi | 5.00 | 3.36 | ↓ | 5.00 | 3.50 | ↓ |
| 广安Guang’an | 7.00 | 5.28 | ↓ | 7.00 | 5.00 | ↓ |
| 广元Guangyuan | 6.83 | 3.85 | ↓ | 6.50 | 4.00 | ↓ |
| 乐山Leshan | 7.00 | 4.58 | ↓ | 7.00 | 4.00 | ↓ |
| 凉山Liangshan | 6.20 | 5.68 | ↓ | 7.00 | 5.00 | ↓ |
| 泸州Luzhou | 5.25 | 3.73 | ↓ | 6.00 | 4.00 | ↓ |
| 眉山Meishan | 6.56 | 6.16 | ↓ | 6.00 | 6.00 | → |
| 绵阳Mianyang | 7.23 | 5.50 | ↓ | 7.00 | 5.00 | ↓ |
| 南充Nanchong | 5.36 | 5.02 | ↓ | 5.00 | 5.00 | → |
| 内江Neijaing | 5.33 | 4.58 | ↓ | 5.00 | 5.00 | → |
| 攀枝花Panzhihua | 4.50 | 4.52 | ↓ | 4.50 | 4.00 | ↓ |
| 遂宁Suining | 6.29 | 5.57 | ↓ | 5.00 | 5.00 | → |
| 雅安Ya’an | 4.36 | 6.03 | ↑ | 4.00 | 7.00 | ↑ |
| 宜宾Yibin | 4.25 | 5.02 | ↑ | 4.50 | 4.00 | ↓ |
| 资阳Ziyang | 6.00 | 5.35 | ↓ | 6.00 | 5.00 | ↓ |
| 自贡Zigong | 5.42 | 4.65 | ↓ | 6.00 | 4.00 | ↓ |
| 四川省 | 5.81 | 5.25 | ↓ | 5.00 | 5.00 | → |
Table 7 Changes in the level of scientific and technological innovation of Zanthoxylum bungeanum industry in 21 cities and prefectures of Sichuan Province from 1991 to 2022
| 市(州) City and prefecture | 均值Mean | 中位数Median | ||||
|---|---|---|---|---|---|---|
| 1991—2009 | 2010—2022 | 趋势Trend | 1991—2009 | 2010—2022 | 趋势Trend | |
| 阿坝Aba | 7.50 | 4.47 | ↓ | 7.50 | 4.00 | ↓ |
| 巴中Bazhong | 4.00 | 5.00 | ↑ | 4.00 | 4.00 | → |
| 成都Chengdu | 5.64 | 5.29 | ↓ | 5.00 | 5.00 | → |
| 达州Dazhou | 7.00 | 5.29 | ↓ | 7.00 | 5.00 | ↓ |
| 德阳Deyang | 5.25 | 5.01 | ↓ | 5.00 | 4.00 | ↓ |
| 甘孜Ganzi | 5.00 | 3.36 | ↓ | 5.00 | 3.50 | ↓ |
| 广安Guang’an | 7.00 | 5.28 | ↓ | 7.00 | 5.00 | ↓ |
| 广元Guangyuan | 6.83 | 3.85 | ↓ | 6.50 | 4.00 | ↓ |
| 乐山Leshan | 7.00 | 4.58 | ↓ | 7.00 | 4.00 | ↓ |
| 凉山Liangshan | 6.20 | 5.68 | ↓ | 7.00 | 5.00 | ↓ |
| 泸州Luzhou | 5.25 | 3.73 | ↓ | 6.00 | 4.00 | ↓ |
| 眉山Meishan | 6.56 | 6.16 | ↓ | 6.00 | 6.00 | → |
| 绵阳Mianyang | 7.23 | 5.50 | ↓ | 7.00 | 5.00 | ↓ |
| 南充Nanchong | 5.36 | 5.02 | ↓ | 5.00 | 5.00 | → |
| 内江Neijaing | 5.33 | 4.58 | ↓ | 5.00 | 5.00 | → |
| 攀枝花Panzhihua | 4.50 | 4.52 | ↓ | 4.50 | 4.00 | ↓ |
| 遂宁Suining | 6.29 | 5.57 | ↓ | 5.00 | 5.00 | → |
| 雅安Ya’an | 4.36 | 6.03 | ↑ | 4.00 | 7.00 | ↑ |
| 宜宾Yibin | 4.25 | 5.02 | ↑ | 4.50 | 4.00 | ↓ |
| 资阳Ziyang | 6.00 | 5.35 | ↓ | 6.00 | 5.00 | ↓ |
| 自贡Zigong | 5.42 | 4.65 | ↓ | 6.00 | 4.00 | ↓ |
| 四川省 | 5.81 | 5.25 | ↓ | 5.00 | 5.00 | → |
| 年份 Year | 空间权重矩阵Spatial weight matrix | ||
|---|---|---|---|
| W1 | W2 | W3 | |
| 2010 | -0.017 | 0.050*** | 0.336*** |
| 2011 | 0.026 | 0.042*** | 0.085 |
| 2012 | -0.019 | 0.047*** | 0.053 |
| 2013 | 0.016 | 0.100*** | 0.132* |
| 2014 | -0.026 | 0.070*** | 0.239*** |
| 2015 | 0.011 | 0.054*** | 0.195*** |
| 2016 | 0.013 | 0.085*** | 0.291*** |
| 2017 | -0.023 | 0.080*** | 0.299*** |
| 2018 | 0.034 | 0.069*** | 0.230*** |
| 2019 | 0.016 | 0.061*** | 0.237*** |
| 2020 | -0.026 | 0.059*** | 0.125* |
| 2021 | -0.019 | 0.089*** | 0.287*** |
| 2022 | 0.008 | 0.057*** | 0.316*** |
Table 8 Global Moran’s I value of scientific and technological innovation level of Zanthoxylum bungeanum industry in Sichuan Province from 2010 to 2022
| 年份 Year | 空间权重矩阵Spatial weight matrix | ||
|---|---|---|---|
| W1 | W2 | W3 | |
| 2010 | -0.017 | 0.050*** | 0.336*** |
| 2011 | 0.026 | 0.042*** | 0.085 |
| 2012 | -0.019 | 0.047*** | 0.053 |
| 2013 | 0.016 | 0.100*** | 0.132* |
| 2014 | -0.026 | 0.070*** | 0.239*** |
| 2015 | 0.011 | 0.054*** | 0.195*** |
| 2016 | 0.013 | 0.085*** | 0.291*** |
| 2017 | -0.023 | 0.080*** | 0.299*** |
| 2018 | 0.034 | 0.069*** | 0.230*** |
| 2019 | 0.016 | 0.061*** | 0.237*** |
| 2020 | -0.026 | 0.059*** | 0.125* |
| 2021 | -0.019 | 0.089*** | 0.287*** |
| 2022 | 0.008 | 0.057*** | 0.316*** |
| 经济区 Economic Zone | 市(州) City and prefecture | 2010 | 2015 | 2022 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| H-H | H-L | L-L | L-H | H-H | H-L | L-L | L-H | H-H | H-L | L-L | L-H | ||
| 成都平原经济区 | 成都Chengdu | 13 | 5 | 1 | 1 | 14 | 4 | 2 | 12 | 6 | 1 | 1 | |
| Chengdu Plain | 德阳Deyang | 4 | 2 | 3 | 1 | 2 | 3 | 1 | 2 | ||||
| Economic Zone | 绵阳Mianyang | 5 | 3 | 1 | 5 | 3 | 1 | 4 | 4 | 1 | |||
| 眉山Meishan | 2 | 1 | 3 | 1 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | ||
| 雅安Ya’an | 2 | 6 | 1 | 1 | 4 | 2 | 1 | 1 | 4 | 2 | |||
| 资阳Ziyang | 1 | 2 | 2 | 1 | 2 | 1 | |||||||
| 乐山Leshan | 2 | 9 | 1 | 1 | 7 | 2 | 1 | 1 | 9 | ||||
| 遂宁Suining | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | |
| 川南经济区 | 宜宾Yibin | 5 | 5 | 4 | 1 | 5 | 3 | 2 | 5 | ||||
| Southern Sichuan | 泸州Luzhou | 2 | 5 | 2 | 2 | 3 | 1 | 1 | 4 | 1 | |||
| Economic Zone | 内江Neijaing | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | |||
| 自贡Zigong | 2 | 2 | 2 | 1 | 3 | 2 | 4 | 2 | |||||
| 川东北经济区 | 广元Guangyuan | 7 | 4 | 3 | 4 | 3 | |||||||
| Northeastern Sichuan | 达州Dazhou | 6 | 1 | 2 | 4 | 1 | 4 | 2 | 1 | ||||
| Economic Zone | 南充Nanchong | 3 | 1 | 4 | 1 | 1 | 3 | 2 | 3 | 4 | 2 | 3 | |
| 巴中Bazhong | 2 | 3 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | |||
| 广安Guang’an | 3 | 3 | 3 | 1 | 2 | 2 | 1 | 2 | 1 | ||||
| 攀西经济区 | 攀枝花Panzhihua | 2 | 3 | 2 | 3 | 2 | 2 | 1 | |||||
| Panxi Economic Zone | 凉山Liangshan | 3 | 14 | 2 | 1 | 14 | 1 | 2 | 12 | 2 | |||
| 川西北经济区 | 阿坝Aba | 10 | 3 | 11 | 2 | 11 | 2 | ||||||
| Northwestern Sichuan | 甘孜Ganzi | 17 | 4 | 14 | 4 | 14 | 4 | ||||||
| Economic Zone | |||||||||||||
| 合计Total | 59 | 17 | 99 | 8 | 47 | 29 | 72 | 35 | 44 | 32 | 81 | 26 | |
Table 9 Number of LISA cluster areas for scientific and technological innovation level of Zanthoxylum bungeanum industry in Sichuan Province from 2010 to 2022
| 经济区 Economic Zone | 市(州) City and prefecture | 2010 | 2015 | 2022 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| H-H | H-L | L-L | L-H | H-H | H-L | L-L | L-H | H-H | H-L | L-L | L-H | ||
| 成都平原经济区 | 成都Chengdu | 13 | 5 | 1 | 1 | 14 | 4 | 2 | 12 | 6 | 1 | 1 | |
| Chengdu Plain | 德阳Deyang | 4 | 2 | 3 | 1 | 2 | 3 | 1 | 2 | ||||
| Economic Zone | 绵阳Mianyang | 5 | 3 | 1 | 5 | 3 | 1 | 4 | 4 | 1 | |||
| 眉山Meishan | 2 | 1 | 3 | 1 | 2 | 1 | 2 | 2 | 1 | 2 | 1 | ||
| 雅安Ya’an | 2 | 6 | 1 | 1 | 4 | 2 | 1 | 1 | 4 | 2 | |||
| 资阳Ziyang | 1 | 2 | 2 | 1 | 2 | 1 | |||||||
| 乐山Leshan | 2 | 9 | 1 | 1 | 7 | 2 | 1 | 1 | 9 | ||||
| 遂宁Suining | 2 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | |
| 川南经济区 | 宜宾Yibin | 5 | 5 | 4 | 1 | 5 | 3 | 2 | 5 | ||||
| Southern Sichuan | 泸州Luzhou | 2 | 5 | 2 | 2 | 3 | 1 | 1 | 4 | 1 | |||
| Economic Zone | 内江Neijaing | 2 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 1 | |||
| 自贡Zigong | 2 | 2 | 2 | 1 | 3 | 2 | 4 | 2 | |||||
| 川东北经济区 | 广元Guangyuan | 7 | 4 | 3 | 4 | 3 | |||||||
| Northeastern Sichuan | 达州Dazhou | 6 | 1 | 2 | 4 | 1 | 4 | 2 | 1 | ||||
| Economic Zone | 南充Nanchong | 3 | 1 | 4 | 1 | 1 | 3 | 2 | 3 | 4 | 2 | 3 | |
| 巴中Bazhong | 2 | 3 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | |||
| 广安Guang’an | 3 | 3 | 3 | 1 | 2 | 2 | 1 | 2 | 1 | ||||
| 攀西经济区 | 攀枝花Panzhihua | 2 | 3 | 2 | 3 | 2 | 2 | 1 | |||||
| Panxi Economic Zone | 凉山Liangshan | 3 | 14 | 2 | 1 | 14 | 1 | 2 | 12 | 2 | |||
| 川西北经济区 | 阿坝Aba | 10 | 3 | 11 | 2 | 11 | 2 | ||||||
| Northwestern Sichuan | 甘孜Ganzi | 17 | 4 | 14 | 4 | 14 | 4 | ||||||
| Economic Zone | |||||||||||||
| 合计Total | 59 | 17 | 99 | 8 | 47 | 29 | 72 | 35 | 44 | 32 | 81 | 26 | |
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